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Updated: Dec 2, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Chest CT findings in patients with coronavirus disease 2019 (COVID-19): a comprehensive review
Jinkui Li1, Ruifeng Yan1, Yanan Zhai1
1Department of Radiology, the First Hospital of Lanzhou University, Intelligent Imaging Medical Engineering Research Center, Accurate Image Collaborative Innovation International Science and Technology Cooperation, Lanzhou, China.
Insights
Chest CT scans reveal key findings for diagnosing COVID-19, showing high sensitivity but low specificity. Common features include ground glass opacity and consolidation, varying with patient age and disease severity.
Area of Science:
- Radiology
- Infectious Diseases
- Pulmonology
Background:
- Coronavirus disease 2019 (COVID-19) is a global health crisis.
- Accurate and timely diagnosis is crucial for patient management and disease control.
- Computed Tomography (CT) imaging is frequently utilized in evaluating patients with suspected or confirmed COVID-19.
Purpose of the Study:
- To summarize the most pertinent CT imaging findings in patients with COVID-19.
- To assess the diagnostic performance of CT in COVID-19.
- To describe the evolution of CT findings during the disease course and follow-up.
Main Methods:
- A comprehensive literature search was conducted in PubMed, EMBASE, Cochrane Library, and Web of Science.
- Publications from the Chinese Medical Association regarding COVID-19 were also reviewed.
- A total of 84 articles involving over 5340 participants were included.
Main Results:
- Chest CT findings were abnormal in 92.61% of cases, demonstrating high sensitivity (96.14%) but low specificity (40.48%) for COVID-19 diagnosis.
- The most common CT features were ground glass opacity (GGO) and consolidation, often bilateral and peripheral.
- Other findings included air bronchogram, vascular enlargement, bronchial wall thickening, crazy-paving pattern, and interlobular septal thickening; pleural effusion and lymphadenopathy were rare.
Conclusions:
- Chest CT imaging is a vital tool for diagnosing, staging, monitoring disease progression, and follow-up of COVID-19 patients.
- CT findings evolve over time, with GGOs decreasing and consolidation changing, eventually leading to fibrosis.
- CT characteristics differ between pediatric and adult populations and vary with disease severity.
Abstract:
The objective of this review was to summarize the most pertinent CT imaging findings in patients with coronavirus disease 2019 (COVID-19). A literature search retrieved eligible studies in PubMed, EMBASE, Cochrane Library and Web of Science up to June 1, 2020. A comprehensive review of publications of the Chinese Medical Association about COVID-19 was also performed. A total of 84 articles with more than 5340 participants were included and reviewed. Chest CT comprised 92.61% of abnormal CT findings overall. Compared with real-time polymerase chain reaction result, CT findings has a sensitivity of 96.14% but a low specificity of 40.48% in diagnosing COVID-19. Ground glass opacity (GGO), pure (57.31%) or mixed with consolidation (41.51%) were the most common CT features with a majority of bilateral (80.32%) and peripheral (66.21%) lung involvement. The opacity might associate with other imaging features, including air bronchogram (41.07%), vascular enlargement (54.33%), bronchial wall thickening (19.12%), crazy-paving pattern (27.55%), interlobular septal thickening (42.48%), halo sign (25.48%), reverse halo sign (12.29%), bronchiectasis (32.44%), and pulmonary fibrosis (26.22%). Other accompanying signs including pleural effusion, lymphadenopathy and pericardial effusion were rare, but pleural thickening was common. The younger or early stage patients tended to have more GGOs, while extensive/multilobar involvement with consolidation was prevalent in the older or severe population. Children with COVID-19 showed significantly lower incidences of some ancillary findings than those of adults and showed a better performance on CT during follow up. Follow-up CT showed GGO lesions gradually decreased, and the consolidation lesions first increased and then remained relatively stable at 6-13 days, and then absorbed and fibrosis increased after 14 days. Chest CT imaging is an important component in the diagnosis, staging, disease progression and follow-up of patients with COVID-19.
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